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ResearchFormerly WizWand

Node Classification on Penn94

86.08AccuracyACM-GCN++
54.079262.387170.69579.0029Oct 17, 2021Jul 23, 2022Apr 28, 2023Feb 1, 2024Nov 6, 2024Aug 12, 2025May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ACM-GCN++2023.0986.08
AxelGNN2025.0986.01
AxelGNNSim2025.0985.98
BEC-GCN2025.0985.97
GPR-GNN2026.0585.9
GloGNN++2023.0985.74
GloGNN++2022.0585.74
GloGNN++2025.0985.74
HiGCNorder=32023.0985.68
HiGCNorder=22023.0985.66
GloGNN2022.0585.57
HiGCNorder=42023.0984.98
GNRF2025.0984.88
OptBasisGNN2026.0584.8
PCNet2025.0984.75
LINKX2022.0584.71
LINKX2025.0984.71
NFGNNscalable=false2022.1284.1
ChebNetII2026.0584.1
SIGN2026.0584
HMH2026.0584
BernNet2026.0583.7
MixHop2022.0583.47
MixHop2025.0983.4
SGC2026.0583.1
HiGCNorder=12023.0983.01
GCNII2022.0582.92
GCNII2025.0982.92
ACM-GCN2022.0582.52
ACM-GCN2025.0982.52
GCN2023.0982.47
GCN2021.1082.47
GCN2022.0582.47
GCNscalable=false2022.1282.47
GCN2025.0982.47
GCN2026.0581.8
GLNNteacher=GCN2021.1081.69
GAT2025.0981.59
GAT2023.0981.53
GAT2022.0581.53
BernNetscalable=false2022.1281.41
GPRGNN2023.0981.38
GPR-GNN2022.0581.38
GPRGNNscalable=false2022.1281.38
GPRGNN2025.0981.38
H2GCN2022.0581.31
H2GCN2025.0981.31
ChebNet2023.0981.21
GraphSAGE2025.0980.94
LINK2021.1080.79
S2V2023.0980.6
ChebNet2026.0580.5
DNSD (diag)Map=diag, Adj=true, Odd=true, Gate=false, Best layer depth=L82026.0580
DirGNN2025.0979.58
DNSD (diag)Map=diag, Adj=true, Odd=true, Gate=true, Best layer depth=L82026.0578.7
DNSD (diag)Map=diag, Adj=true, Odd=false, Gate=true, Best layer depth=L82026.0578.6
DNSD (diag)Map=diag, Adj=false, Odd=false, Gate=false, Best layer depth=L82026.0576.5
NSDMap=diag, Best layer depth=L22026.0576.3
MLPBest layer depth=L22026.0576.2
NSDMap=full, Best layer depth=L42026.0576.1
DNSD (diag)Map=diag, Adj=false, Odd=true, Gate=true, Best layer depth=L42026.0576
APPNPscalable=false2022.1274.33
WRGAT2022.0574.32
WRGAT2025.0974.32
GATBest layer depth=L22026.0574.1
MLP2023.0973.61
MLP2021.1073.61
MLP2022.0573.61
FC-GSSL2026.0473.5
GraphPAE2026.0471.79
S2GAE2026.0470.24
AUG-MAE2026.0469.9
Sp2GCL2026.0468.8
GraphMAE2026.0467.97
GraphMAE22026.0467.86
MaskGAE2026.0463.84
BGRL2026.0463.31
CCA-SSG2026.0462.63
VGAE2026.0455.31